Staging Alzheimer's Disease Risk by Sequencing Brain Function and Structure, Cerebrospinal Fluid, and Cognition Biomarkers

被引:31
作者
Chen, Guangyu [1 ]
Shu, Hao [1 ,2 ,3 ]
Chen, Gang [1 ]
Ward, B. Douglas [1 ]
Antuono, Piero G. [4 ]
Zhang, Zhijun [2 ,3 ]
Li, Shi-Jiang [1 ]
机构
[1] Med Coll Wisconsin, Dept Biophys, 8701 West Watertown Plank Rd, Milwaukee, WI 53226 USA
[2] Southeast Univ, Affiliated ZhongDa Hosp, Dept Neurol, Neuropsychiat Inst, Nanjing, Jiangsu, Peoples R China
[3] Southeast Univ, Sch Med, Nanjing, Jiangsu, Peoples R China
[4] Med Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
基金
美国国家卫生研究院; 加拿大健康研究院;
关键词
Alzheimer's disease; biomarkers sequence; CARE index; functional connectivity; stage; AMYLOID-BETA; HYPOTHETICAL MODEL; TAU; DYSFUNCTION; NEURODEGENERATION; CONNECTIVITY; DEPOSITION; NETWORKS; DEFICITS; DECLINE;
D O I
10.3233/JAD-160537
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
This study aims to develop a composite biomarker that can accurately measure the sequential biological stages of Alzheimer's disease (AD) on an individual level. We selected 144 subjects from the Alzheimer's Disease Neuroimaging Initiative 2 datasets. Ten biomarkers, from brain function and structure, cerebrospinal fluid, and cognitive performance, were integrated using the event-based probabilistic model to estimate their optimal temporal sequence (S-optimal). We identified the numerical order of the S-optimal as the characterizing Alzheimer's disease risk events (CARE) index to measure disease stage. The results show that, in the S-optimal, hippocampal and posterior cingulate cortex network biomarkers occur first, followed by aberrant cerebrospinal fluid amyloid-beta and p-tau levels, then cognitive deficit, and finally regional gray matter loss and fusiform network abnormality. The CARE index significantly correlates with disease severity and exhibits high reliability. Our findings demonstrate that use of the CARE index would advance AD stage measurement across the whole AD continuum and facilitate personalized treatment of AD.
引用
收藏
页码:983 / 993
页数:11
相关论文
共 45 条
[1]   Description of larva of Amblyomma romitii (Acari: Ixodidae) by optical and scanning electron microscopy, including porotaxy and phylogenetic analysis [J].
Barros-Battesti, Darci M. ;
Ramirez, Diego G. ;
Sampaio, Janio dos Santos ;
Famadas, Katia M. ;
Faccini, Joao Luiz H. ;
Nunes, Pablo Henrique ;
Martins, Thiago F. ;
Ogrzewalska, Maria ;
Labruna, Marcelo B. ;
Marcili, Arlei ;
Barbieri, Fabio da Silva .
EXPERIMENTAL AND APPLIED ACAROLOGY, 2013, 60 (02) :271-280
[2]  
Bartlett JW, 2012, BIOMARK MED, V6, P391, DOI [10.2217/bmm.12.49, 10.2217/BMM.12.49]
[3]   Neuronal activity regulates the regional vulnerability to amyloid-β deposition [J].
Bero, Adam W. ;
Yan, Ping ;
Roh, Jee Hoon ;
Cirrito, John R. ;
Stewart, Floy R. ;
Raichle, Marcus E. ;
Lee, Jin-Moo ;
Holtzman, David M. .
NATURE NEUROSCIENCE, 2011, 14 (06) :750-U353
[4]   Cortical Hubs Revealed by Intrinsic Functional Connectivity: Mapping, Assessment of Stability, and Relation to Alzheimer's Disease [J].
Buckner, Randy L. ;
Sepulcre, Jorge ;
Talukdar, Tanveer ;
Krienen, Fenna M. ;
Liu, Hesheng ;
Hedden, Trey ;
Andrews-Hanna, Jessica R. ;
Sperling, Reisa A. ;
Johnson, Keith A. .
JOURNAL OF NEUROSCIENCE, 2009, 29 (06) :1860-1873
[5]   A method to determine the necessity for global signal regression in resting-state fMRI studies [J].
Chen, Gang ;
Chen, Guangyu ;
Xie, Chunming ;
Ward, B. Douglas ;
Li, Wenjun ;
Antuono, Piero ;
Li, Shi-Jiang .
MAGNETIC RESONANCE IN MEDICINE, 2012, 68 (06) :1828-1835
[6]  
Chételat G, 2013, NAT REV NEUROL, V9, P123, DOI [10.1038/nrneurol.2013.21, 10.1038/nrneurol.2013.21-c2]
[7]   First effects of rising amyloid-β in transgenic mouse brain: synaptic transmission and gene expression [J].
Cummings, Damian M. ;
Liu, Wenfei ;
Portelius, Erik ;
Bayram, Sevinc ;
Yasvoina, Marina ;
Ho, Sui-Hin ;
Smits, Helene ;
Ali, Shabinah S. ;
Steinberg, Rivka ;
Pegasiou, Chrysia-Maria ;
James, Owain T. ;
Matarin, Mar ;
Richardson, Jill C. ;
Zetterberg, Henrik ;
Blennow, Kaj ;
Hardy, John A. ;
Salih, Dervis A. ;
Edwards, Frances A. .
BRAIN, 2015, 138 :1992-2004
[8]   Amyloid-β Associated Volume Loss Occurs Only in the Presence of Phospho-Tau [J].
Desikan, Rahul S. ;
McEvoy, Linda K. ;
Thompson, Wesley K. ;
Holland, Dominic ;
Roddey, J. Cooper ;
Blennow, Kaj ;
Aisen, Paul S. ;
Brewer, James B. ;
Hyman, Bradley T. ;
Dale, Anders M. .
ANNALS OF NEUROLOGY, 2011, 70 (04) :657-661
[9]   Distinct patterns of brain activity in young carriers of the APOE-ε4 allele [J].
Filippini, Nicola ;
MacIntosh, Bradley J. ;
Hough, Morgan G. ;
Goodwin, Guy M. ;
Frisoni, Giovanni B. ;
Smith, Stephen M. ;
Matthews, Paul M. ;
Beckmann, Christian F. ;
Mackay, Clare E. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (17) :7209-7214
[10]   Resting-state BOLD networks versus task-associated functional MRI for distinguishing Alzheimer's disease risk groups [J].
Fleisher, Adam S. ;
Sherzai, Ayesha ;
Taylor, Curtis ;
Langbaum, Jessica B. S. ;
Chen, Kewei ;
Buxton, Richard B. .
NEUROIMAGE, 2009, 47 (04) :1678-1690